Overview

Dataset info

Number of variables33
Number of observations5000
Missing cells2 (< 0.1%)
Duplicate rows0 (0.0%)
Total size in memory1.3 MiB
Average record size in memory264.0 B

Variables types

Numeric19
Categorical3
Boolean10
Date0
URL0
Text (Unique)0
Rejected1
Unsupported0

Warnings

card2spent has 179 (3.6%) zeros Zeros
cardtenurecat is highly correlated with card2tenurecat (ρ = 0.9243052909) Rejected

Variables

active
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
2670
1
2330
ValueCountFrequency (%) 
0 2670 53.4%
 
1 2330 46.6%
 

agecat
Numeric

Distinct count5
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean4.2388
Minimum2
Maximum6
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum2
5-th percentile2
Q13
Median4
Q35
95-th percentile6
Maximum6
Range4
Interquartile range2

Descriptive statistics

Standard deviation1.308784605
Coef of variation0.3087630002
Kurtosis-1.062540962
Mean4.2388
MAD1.11623824
Skewness-0.2082156666
Sum21194
Variance1.712917143
Memory size39.2 KiB
Histogram
Histogram with fixed size bins (bins=5)
Histogram
Histogram with variable size bins (bins=[2. 2.5 3.5 5.5 6. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
4 1222 24.4%
 
5 1195 23.9%
 
6 1068 21.4%
 
3 893 17.9%
 
2 622 12.4%
 

Minimum 5 values

ValueCountFrequency (%) 
2 622 12.4%
 
3 893 17.9%
 
4 1222 24.4%
 
5 1195 23.9%
 
6 1068 21.4%
 

Maximum 5 values

ValueCountFrequency (%) 
6 1068 21.4%
 
5 1195 23.9%
 
4 1222 24.4%
 
3 893 17.9%
 
2 622 12.4%
 

card
Numeric

Distinct count5
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.7142
Minimum1
Maximum5
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q12
Median3
Q34
95-th percentile4
Maximum5
Range4
Interquartile range2

Descriptive statistics

Standard deviation1.184904705
Coef of variation0.4365576247
Kurtosis-1.111220712
Mean2.7142
MAD1.03232344
Skewness0.01533298718
Sum13571
Variance1.40399916
Memory size39.2 KiB
Histogram
Histogram with fixed size bins (bins=5)
Histogram
Histogram with variable size bins (bins=[1. 1.5 3.5 4.5 5. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
4 1344 26.9%
 
2 1247 24.9%
 
3 1200 24.0%
 
1 986 19.7%
 
5 223 4.5%
 

Minimum 5 values

ValueCountFrequency (%) 
1 986 19.7%
 
2 1247 24.9%
 
3 1200 24.0%
 
4 1344 26.9%
 
5 223 4.5%
 

Maximum 5 values

ValueCountFrequency (%) 
5 223 4.5%
 
4 1344 26.9%
 
3 1200 24.0%
 
2 1247 24.9%
 
1 986 19.7%
 

card2
Numeric

Distinct count5
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.7744
Minimum1
Maximum5
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q12
Median3
Q34
95-th percentile5
Maximum5
Range4
Interquartile range2

Descriptive statistics

Standard deviation1.173447926
Coef of variation0.4229555675
Kurtosis-0.9179101004
Mean2.7744
MAD0.9913888
Skewness0.08473611575
Sum13872
Variance1.376980036
Memory size39.2 KiB
Histogram
Histogram with fixed size bins (bins=5)
Histogram
Histogram with variable size bins (bins=[1. 1.5 3.5 4.5 5. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
3 1384 27.7%
 
2 1301 26.0%
 
4 1141 22.8%
 
1 829 16.6%
 
5 345 6.9%
 

Minimum 5 values

ValueCountFrequency (%) 
1 829 16.6%
 
2 1301 26.0%
 
3 1384 27.7%
 
4 1141 22.8%
 
5 345 6.9%
 

Maximum 5 values

ValueCountFrequency (%) 
5 345 6.9%
 
4 1141 22.8%
 
3 1384 27.7%
 
2 1301 26.0%
 
1 829 16.6%
 

card2fee
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
4064
1
936
ValueCountFrequency (%) 
0 4064 81.3%
 
1 936 18.7%
 

card2spent
Numeric

Distinct count4477
Unique (%)89.5%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean160.87611
Minimum0
Maximum2069.25
Zeros (%)3.6%
Mini histogram

Quantile statistics

Minimum0
5-th percentile14.8195
Q166.9675
Median125.34
Q3208.31
95-th percentile419.447
Maximum2069.25
Range2069.25
Interquartile range141.3425

Descriptive statistics

Standard deviation146.2927708
Coef of variation0.9093504981
Kurtosis15.73624878
Mean160.87611
MAD100.4445355
Skewness2.801163009
Sum804380.55
Variance21401.57478
Memory size39.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 3.05 6.32 11.83 50.2 ... 495.305 637.99 799.44 1296.065 2069.25 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 179 3.6%
 
63.69 3 0.1%
 
92.92 3 0.1%
 
175.75 3 0.1%
 
97.87 3 0.1%
 
112.88 3 0.1%
 
128.54 3 0.1%
 
159.1 3 0.1%
 
38.41 3 0.1%
 
128.35 3 0.1%
 
Other values (4467) 4794 95.9%
 

Minimum 5 values

ValueCountFrequency (%) 
0 179 3.6%
 
6.1 1 < 0.1%
 
6.54 1 < 0.1%
 
6.86 1 < 0.1%
 
7.14 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
2069.25 1 < 0.1%
 
1611.35 1 < 0.1%
 
1309.37 1 < 0.1%
 
1282.76 1 < 0.1%
 
1277.68 1 < 0.1%
 

card2tenurecat
Numeric

Distinct count5
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean3.5714
Minimum1
Maximum5
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q12
Median4
Q35
95-th percentile5
Maximum5
Range4
Interquartile range3

Descriptive statistics

Standard deviation1.363845319
Coef of variation0.3818797444
Kurtosis-1.247495334
Mean3.5714
MAD1.22917352
Skewness-0.3681815234
Sum17857
Variance1.860074055
Memory size39.2 KiB
Histogram
Histogram with fixed size bins (bins=5)
Histogram
Histogram with variable size bins (bins=[1. 1.5 3.5 4.5 5. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
5 1923 38.5%
 
2 1019 20.4%
 
3 933 18.7%
 
4 760 15.2%
 
1 365 7.3%
 

Minimum 5 values

ValueCountFrequency (%) 
1 365 7.3%
 
2 1019 20.4%
 
3 933 18.7%
 
4 760 15.2%
 
5 1923 38.5%
 

Maximum 5 values

ValueCountFrequency (%) 
5 1923 38.5%
 
4 760 15.2%
 
3 933 18.7%
 
2 1019 20.4%
 
1 365 7.3%
 

card2type
Categorical

Distinct count4
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
4
1319
3
1257
2
1235
ValueCountFrequency (%) 
4 1319 26.4%
 
3 1257 25.1%
 
2 1235 24.7%
 
1 1189 23.8%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

cardfee
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
4051
1
949
ValueCountFrequency (%) 
0 4051 81.0%
 
1 949 19.0%
 

cardspent
Numeric

Distinct count4760
Unique (%)95.2%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean337.20252
Minimum0
Maximum3926.41
Zeros (%)0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile91.3045
Q1183.3775
Median276.36
Q3418.5375
95-th percentile782.3155
Maximum3926.41
Range3926.41
Interquartile range235.16

Descriptive statistics

Standard deviation245.1450683
Coef of variation0.7269965488
Kurtosis21.43959666
Mean337.20252
MAD167.7864159
Skewness3.051236651
Sum1686012.6
Variance60096.10451
Memory size39.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 50.285 108.415 306.005 378.11 ... 894.465 1134.495 1340.075 1939.025 3926.41 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 7 0.1%
 
186.91 4 0.1%
 
245.84 3 0.1%
 
321.19 3 0.1%
 
231.14 3 0.1%
 
202.31 3 0.1%
 
237.16 3 0.1%
 
412.99 3 0.1%
 
122.54 3 0.1%
 
249 3 0.1%
 
Other values (4750) 4965 99.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0 7 0.1%
 
6.97 1 < 0.1%
 
7.34 1 < 0.1%
 
7.53 1 < 0.1%
 
8.11 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
3926.41 1 < 0.1%
 
3104.63 1 < 0.1%
 
2969.39 1 < 0.1%
 
2503.25 1 < 0.1%
 
2461.03 1 < 0.1%
 

cardtenurecat
Highly correlated

This variable is highly correlated with card2tenurecat and should be ignored for analysis

Correlation0.9243052909

cardtype
Categorical

Distinct count4
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
4
1260
3
1257
1
1242
ValueCountFrequency (%) 
4 1260 25.2%
 
3 1257 25.1%
 
1 1242 24.8%
 
2 1241 24.8%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

carown
Categorical

Distinct count3
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
1
3704
0
799
-1
 
497
ValueCountFrequency (%) 
1 3704 74.1%
 
0 799 16.0%
 
-1 497 9.9%
 
Max length2
Mean length1.0994
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

churn
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
3734
1
1266
ValueCountFrequency (%) 
0 3734 74.7%
 
1 1266 25.3%
 

commutecat
Numeric

Distinct count5
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean1.9734
Minimum1
Maximum5
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q11
Median1
Q33
95-th percentile4
Maximum5
Range4
Interquartile range2

Descriptive statistics

Standard deviation1.258971581
Coef of variation0.6379708022
Kurtosis-0.7879110342
Mean1.9734
MAD1.1310908
Skewness0.8190792752
Sum9867
Variance1.585009442
Memory size39.2 KiB
Histogram
Histogram with fixed size bins (bins=5)
ValueCountFrequency (%) 
1 2905 58.1%
 
3 981 19.6%
 
4 666 13.3%
 
2 295 5.9%
 
5 153 3.1%
 

Minimum 5 values

ValueCountFrequency (%) 
1 2905 58.1%
 
2 295 5.9%
 
3 981 19.6%
 
4 666 13.3%
 
5 153 3.1%
 

Maximum 5 values

ValueCountFrequency (%) 
5 153 3.1%
 
4 666 13.3%
 
3 981 19.6%
 
2 295 5.9%
 
1 2905 58.1%
 

creddebt
Numeric

Distinct count4950
Unique (%)99.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean1.857325646
Minimum0
Maximum109.072596
Zeros (%)< 0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.101088
Q10.3855195
Median0.926437
Q32.06382
95-th percentile6.3730104
Maximum109.072596
Range109.072596
Interquartile range1.6783005

Descriptive statistics

Standard deviation3.41573197
Coef of variation1.839059283
Kurtosis248.5334273
Mean1.857325646
MAD1.669040643
Skewness11.12004134
Sum9286.628229
Variance11.66722489
Memory size39.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.00000000e+00 2.96480000e-02 4.81550000e-01 8.24674500e-01 1.10591150e+00 ... 6.10431900e+00 9.96463000e+00 1.69811400e+01 3.49856660e+01 1.09072596e+02], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.272 2 < 0.1%
 
0.235872 2 < 0.1%
 
0.17172 2 < 0.1%
 
0.316008 2 < 0.1%
 
1.6744 2 < 0.1%
 
1.254 2 < 0.1%
 
0.658368 2 < 0.1%
 
0.129778 2 < 0.1%
 
0.49842 2 < 0.1%
 
0.66528 2 < 0.1%
 
Other values (4940) 4980 99.6%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1 < 0.1%
 
0.001364 1 < 0.1%
 
0.00341 1 < 0.1%
 
0.00494 1 < 0.1%
 
0.006344 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
109.072596 1 < 0.1%
 
67.49085 1 < 0.1%
 
48.704524 1 < 0.1%
 
44.24556 1 < 0.1%
 
42.0985 1 < 0.1%
 

debtinc
Numeric

Distinct count325
Unique (%)6.5%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean9.95416
Minimum0
Maximum43.1
Zeros (%)< 0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile1.9
Q15.1
Median8.8
Q313.6
95-th percentile22.2
Maximum43.1
Range43.1
Interquartile range8.5

Descriptive statistics

Standard deviation6.399783288
Coef of variation0.6429254993
Kurtosis1.37645844
Mean9.95416
MAD5.021084064
Skewness1.061933558
Sum49770.8
Variance40.95722614
Memory size39.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 0.45 1.05 1.95 4.05 ... 22.15 24.85 29.35 37.85 43.1 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
7 48 1.0%
 
6.9 46 0.9%
 
4.1 46 0.9%
 
5.4 45 0.9%
 
4.4 42 0.8%
 
6.6 42 0.8%
 
7.3 41 0.8%
 
5.9 39 0.8%
 
11.3 39 0.8%
 
5.5 38 0.8%
 
Other values (315) 4574 91.5%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1 < 0.1%
 
0.1 6 0.1%
 
0.2 2 < 0.1%
 
0.3 5 0.1%
 
0.4 6 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
43.1 1 < 0.1%
 
41.7 1 < 0.1%
 
41 1 < 0.1%
 
40.7 1 < 0.1%
 
38.2 1 < 0.1%
 

default
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
3829
1
1171
ValueCountFrequency (%) 
0 3829 76.6%
 
1 1171 23.4%
 

edcat
Numeric

Distinct count5
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.672
Minimum1
Maximum5
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q12
Median2
Q34
95-th percentile5
Maximum5
Range4
Interquartile range2

Descriptive statistics

Standard deviation1.211738281
Coef of variation0.4534948657
Kurtosis-0.9972867043
Mean2.672
MAD1.0538944
Skewness0.2482455737
Sum13360
Variance1.468309662
Memory size39.2 KiB
Histogram
Histogram with fixed size bins (bins=5)
Histogram
Histogram with variable size bins (bins=[1. 1.5 2.5 4.5 5. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2 1567 31.3%
 
4 1111 22.2%
 
3 1022 20.4%
 
1 946 18.9%
 
5 354 7.1%
 

Minimum 5 values

ValueCountFrequency (%) 
1 946 18.9%
 
2 1567 31.3%
 
3 1022 20.4%
 
4 1111 22.2%
 
5 354 7.1%
 

Maximum 5 values

ValueCountFrequency (%) 
5 354 7.1%
 
4 1111 22.2%
 
3 1022 20.4%
 
2 1567 31.3%
 
1 946 18.9%
 

empcat
Numeric

Distinct count5
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.9326
Minimum1
Maximum5
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q12
Median3
Q34
95-th percentile5
Maximum5
Range4
Interquartile range2

Descriptive statistics

Standard deviation1.453299575
Coef of variation0.4955669288
Kurtosis-1.335449666
Mean2.9326
MAD1.25033312
Skewness0.1513485346
Sum14663
Variance2.112079656
Memory size39.2 KiB
Histogram
Histogram with fixed size bins (bins=5)
ValueCountFrequency (%) 
2 1180 23.6%
 
5 1135 22.7%
 
1 1048 21.0%
 
3 968 19.4%
 
4 669 13.4%
 

Minimum 5 values

ValueCountFrequency (%) 
1 1048 21.0%
 
2 1180 23.6%
 
3 968 19.4%
 
4 669 13.4%
 
5 1135 22.7%
 

Maximum 5 values

ValueCountFrequency (%) 
5 1135 22.7%
 
4 669 13.4%
 
3 968 19.4%
 
2 1180 23.6%
 
1 1048 21.0%
 

homeown
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
1
3148
0
1852
ValueCountFrequency (%) 
1 3148 63.0%
 
0 1852 37.0%
 

income
Numeric

Distinct count266
Unique (%)5.3%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean54.7596
Minimum9
Maximum1073
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum9
5-th percentile13
Q124
Median38
Q367
95-th percentile147
Maximum1073
Range1064
Interquartile range43

Descriptive statistics

Standard deviation55.37751115
Coef of variation1.01128407
Kurtosis57.07703653
Mean54.7596
MAD34.06261792
Skewness5.179216362
Sum273798
Variance3066.668742
Memory size39.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 9. 9.5 14.5 35.5 46.5 ... 150.5 198. 302. 430.5 1073. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
22 112 2.2%
 
29 109 2.2%
 
25 108 2.2%
 
20 102 2.0%
 
30 102 2.0%
 
18 100 2.0%
 
23 100 2.0%
 
24 99 2.0%
 
32 93 1.9%
 
16 91 1.8%
 
Other values (256) 3984 79.7%
 

Minimum 5 values

ValueCountFrequency (%) 
9 83 1.7%
 
10 55 1.1%
 
11 57 1.1%
 
12 52 1.0%
 
13 56 1.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1073 1 < 0.1%
 
995 1 < 0.1%
 
780 1 < 0.1%
 
642 1 < 0.1%
 
575 1 < 0.1%
 

jobcat
Numeric

Distinct count6
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.7528
Minimum1
Maximum6
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q11
Median2
Q34
95-th percentile6
Maximum6
Range5
Interquartile range3

Descriptive statistics

Standard deviation1.737899945
Coef of variation0.631320817
Kurtosis-0.7587698514
Mean2.7528
MAD1.46699136
Skewness0.7980652472
Sum13764
Variance3.020296219
Memory size39.2 KiB
Histogram
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%) 
2 1640 32.8%
 
1 1388 27.8%
 
6 688 13.8%
 
3 620 12.4%
 
5 452 9.0%
 
4 212 4.2%
 

Minimum 5 values

ValueCountFrequency (%) 
1 1388 27.8%
 
2 1640 32.8%
 
3 620 12.4%
 
4 212 4.2%
 
5 452 9.0%
 

Maximum 5 values

ValueCountFrequency (%) 
6 688 13.8%
 
5 452 9.0%
 
4 212 4.2%
 
3 620 12.4%
 
2 1640 32.8%
 

jobsat
Numeric

Distinct count5
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.9642
Minimum1
Maximum5
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q12
Median3
Q34
95-th percentile5
Maximum5
Range4
Interquartile range2

Descriptive statistics

Standard deviation1.37945603
Coef of variation0.4653721174
Kurtosis-1.236731377
Mean2.9642
MAD1.16367408
Skewness0.02675024957
Sum14821
Variance1.90289894
Memory size39.2 KiB
Histogram
Histogram with fixed size bins (bins=5)
Histogram
Histogram with variable size bins (bins=[1. 1.5 4.5 5. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
3 1085 21.7%
 
2 1031 20.6%
 
4 1016 20.3%
 
1 975 19.5%
 
5 893 17.9%
 

Minimum 5 values

ValueCountFrequency (%) 
1 975 19.5%
 
2 1031 20.6%
 
3 1085 21.7%
 
4 1016 20.3%
 
5 893 17.9%
 

Maximum 5 values

ValueCountFrequency (%) 
5 893 17.9%
 
4 1016 20.3%
 
3 1085 21.7%
 
2 1031 20.6%
 
1 975 19.5%
 

marital
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
2599
1
2401
ValueCountFrequency (%) 
0 2599 52.0%
 
1 2401 48.0%
 

othdebt
Numeric

Distinct count4973
Unique (%)99.5%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean3.654460154
Minimum0
Maximum141.45915
Zeros (%)< 0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.2876923
Q10.9803015
Median2.09854
Q34.31478
95-th percentile11.8159808
Maximum141.45915
Range141.45915
Interquartile range3.3344785

Descriptive statistics

Standard deviation5.395171563
Coef of variation1.476325185
Kurtosis125.1452338
Mean3.654460154
MAD2.972029644
Skewness7.589924316
Sum18272.30077
Variance29.10787619
Memory size39.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.00000000e+00 7.60125000e-02 1.75221000e-01 1.38867750e+00 1.85111200e+00 ... 1.71072630e+01 2.45548980e+01 3.69997685e+01 6.34190460e+01 1.41459150e+02], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1.112832 3 0.1%
 
4.6926 2 < 0.1%
 
4.45536 2 < 0.1%
 
1.218048 2 < 0.1%
 
1.131624 2 < 0.1%
 
0.18144 2 < 0.1%
 
0.531696 2 < 0.1%
 
2.86416 2 < 0.1%
 
0.355368 2 < 0.1%
 
2.280096 2 < 0.1%
 
Other values (4963) 4979 99.6%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1 < 0.1%
 
0.016704 1 < 0.1%
 
0.020636 1 < 0.1%
 
0.02121 1 < 0.1%
 
0.022406 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
141.45915 1 < 0.1%
 
102.308404 1 < 0.1%
 
66.9279 1 < 0.1%
 
59.910192 1 < 0.1%
 
59.37624 1 < 0.1%
 

polparty
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
3093
1
1907
ValueCountFrequency (%) 
0 3093 61.9%
 
1 1907 38.1%
 

reason
Numeric

Distinct count5
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean7.6368
Minimum1
Maximum9
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q19
Median9
Q39
95-th percentile9
Maximum9
Range8
Interquartile range0

Descriptive statistics

Standard deviation2.8500018
Coef of variation0.3731931962
Kurtosis0.8480470924
Mean7.6368
MAD2.20947456
Skewness-1.658556525
Sum38184
Variance8.122510262
Memory size39.2 KiB
Histogram
Histogram with fixed size bins (bins=5)
ValueCountFrequency (%) 
9 4052 81.0%
 
1 447 8.9%
 
2 339 6.8%
 
4 105 2.1%
 
3 57 1.1%
 

Minimum 5 values

ValueCountFrequency (%) 
1 447 8.9%
 
2 339 6.8%
 
3 57 1.1%
 
4 105 2.1%
 
9 4052 81.0%
 

Maximum 5 values

ValueCountFrequency (%) 
9 4052 81.0%
 
4 105 2.1%
 
3 57 1.1%
 
2 339 6.8%
 
1 447 8.9%
 

reside
Numeric

Distinct count9
Unique (%)0.2%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.204
Minimum1
Maximum9
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q11
Median2
Q33
95-th percentile5
Maximum9
Range8
Interquartile range2

Descriptive statistics

Standard deviation1.393977272
Coef of variation0.6324760762
Kurtosis1.007473573
Mean2.204
MAD1.0997632
Skewness1.228809422
Sum11020
Variance1.943172635
Memory size39.2 KiB
Histogram
Histogram with fixed size bins (bins=9)
Histogram
Histogram with variable size bins (bins=[1. 1.5 2.5 4.5 5.5 6.5 7.5 9. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1 2035 40.7%
 
2 1467 29.3%
 
3 552 11.0%
 
4 521 10.4%
 
5 288 5.8%
 
6 99 2.0%
 
7 29 0.6%
 
8 7 0.1%
 
9 2 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
1 2035 40.7%
 
2 1467 29.3%
 
3 552 11.0%
 
4 521 10.4%
 
5 288 5.8%
 

Maximum 5 values

ValueCountFrequency (%) 
9 2 < 0.1%
 
8 7 0.1%
 
7 29 0.6%
 
6 99 2.0%
 
5 288 5.8%
 

retire
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
4262
1
 
738
ValueCountFrequency (%) 
0 4262 85.2%
 
1 738 14.8%
 

tenure
Numeric

Distinct count73
Unique (%)1.5%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean38.2048
Minimum0
Maximum72
Zeros (%)0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile4
Q118
Median38
Q359
95-th percentile72
Maximum72
Range72
Interquartile range41

Descriptive statistics

Standard deviation22.66188803
Coef of variation0.5931686079
Kurtosis-1.330461631
Mean38.2048
MAD19.91419264
Skewness-0.03634538348
Sum191024
Variance513.5611692
Memory size39.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 11.5 59.5 68.5 70.5 71.5 72. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
72 251 5.0%
 
71 147 2.9%
 
70 98 2.0%
 
5 94 1.9%
 
69 94 1.9%
 
9 88 1.8%
 
7 87 1.7%
 
2 81 1.6%
 
64 79 1.6%
 
68 79 1.6%
 
Other values (63) 3902 78.0%
 

Minimum 5 values

ValueCountFrequency (%) 
0 3 0.1%
 
1 72 1.4%
 
2 81 1.6%
 
3 75 1.5%
 
4 71 1.4%
 

Maximum 5 values

ValueCountFrequency (%) 
72 251 5.0%
 
71 147 2.9%
 
70 98 2.0%
 
69 94 1.9%
 
68 79 1.6%
 

townsize
Numeric

Distinct count6
Unique (%)0.1%
Missing (%)< 0.1%
Missing (n)2
Infinite (%)0.0%
Infinite (n)0
Mean2.68727491
Minimum1
Maximum5
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q11
Median3
Q34
95-th percentile5
Maximum5
Range4
Interquartile range3

Descriptive statistics

Standard deviation1.425924996
Coef of variation0.5306211846
Kurtosis-1.262774145
Mean2.68727491
MAD1.257779462
Skewness0.2766152794
Sum13431
Variance2.033262094
Memory size39.2 KiB
Histogram
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%) 
1 1436 28.7%
 
2 1048 21.0%
 
3 907 18.1%
 
4 857 17.1%
 
5 750 15.0%
 
(Missing) 2 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
1 1436 28.7%
 
2 1048 21.0%
 
3 907 18.1%
 
4 857 17.1%
 
5 750 15.0%
 

Maximum 5 values

ValueCountFrequency (%) 
5 750 15.0%
 
4 857 17.1%
 
3 907 18.1%
 
2 1048 21.0%
 
1 1436 28.7%
 

union
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
4244
1
 
756
ValueCountFrequency (%) 
0 4244 84.9%
 
1 756 15.1%
 

Correlations

Missing values

Sample

First rows

activeagecatcardcard2card2feecard2spentcard2tenurecatcard2typecardfeecardspentcardtenurecatcardtypecarownchurncommutecatcreddebtdebtincdefaultedcatempcathomeownincomejobcatjobsatmaritalothdebtpolpartyreasonresideretiretenuretownsizeunion
00235067.8023081.66211141.20090911.11310311102.240091193052.01
11224034.9421042.60241011.22202018.61411152101.5679801920395.00
206240175.75510184.22511030.9286209.90251352412.5363801230654.00
31223018.42220340.99211010.0228005.71311202211.1172000950363.00
413410252.73330255.10320030.2146591.70310232110.1763410940212.00
5052310.00331228.2754-1041.0605845.604511073204.9314160910284.00
605520130.14231822.32231030.5018091.90230771200.9611910910155.00
704130712.10510592.70511035.95036814.40341971518.0176320220464.00
816320141.24540326.59541030.1023362.60241161200.3136641911533.00
914520111.17220199.64241111.7702164.10151846401.673784192032.00

Last rows

activeagecatcardcard2card2feecard2spentcard2tenurecatcard2typecardfeecardspentcardtenurecatcardtypecarownchurncommutecatcreddebtdebtincdefaultedcatempcathomeownincomejobcatjobsatmaritalothdebtpolpartyreasonresideretiretenuretownsizeunion
499003120146.52140440.75231012.0858049.31511895106.1911960910113.01
49910534026.14340285.67411143.61035014.20431752117.0396500920352.00
499205140244.88530888.8352-1030.1149050.50331492300.1300950910524.00
499315410114.51430227.25541010.2205002.10421602411.0395000920483.00
4994143217.14230430.80231013.25202711.31310532202.736973042071.00
499506130553.56530872.11531037.9340808.001511961107.7459200910692.00
499615350155.54410210.81441033.33660015.01231831509.1134000910303.00
499706120643.67540884.08531013.55752010.804511081308.1064800910725.00
499804340371.60430381.35511015.02135210.8142118924115.3906481940371.00
499914340138.14310269.72531132.2676506.20151775412.5063501920255.00